Pith Number

pith:ABBXXWYV

pith:2020:ABBXXWYV74S5XSCKGPFDM4IMKK

not attested not anchored not stored refs pending

Efficient Contextual Bandits with Continuous Actions

Akshay Krishnamurthy, Aleksandrs Slivkins, Chicheng Zhang, John Langford, Maryam Majzoubi, Rajan Chari

arxiv:2006.06040 v2 · 2020-06-10 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ABBXXWYV74S5XSCKGPFDM4IMKK}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T01:56:55.284182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00437bdb15ff25dbc84a33ca36710c52bca3e9428770e5bdecd29f1f59698af6

Aliases

arxiv: 2006.06040 · arxiv_version: 2006.06040v2 · doi: 10.48550/arxiv.2006.06040 · pith_short_12: ABBXXWYV74S5 · pith_short_16: ABBXXWYV74S5XSCK · pith_short_8: ABBXXWYV

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/ABBXXWYV74S5XSCKGPFDM4IMKK \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 00437bdb15ff25dbc84a33ca36710c52bca3e9428770e5bdecd29f1f59698af6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d16177b571284fe5c94317953276533f4ec2e704484a76cb4c082f67b8d32c83",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-10T19:38:01Z",
    "title_canon_sha256": "9a4d080ac4f1ccc2faeb39451f01e1989b62bad61b1334d503de8cea4a7deba1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.06040",
    "kind": "arxiv",
    "version": 2
  }
}